86 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Centre Inria d'Université Côte d'AzurFR2 papers
- Institut national de recherche en sciences et technologies du numériqueFR2 papers
- Trinity College DublinIE2 papers
- University of AberdeenGB2 papers
- WIMMICS: Web-Instrumented huMan-Machine Interactions, Communities and SemanticsFR2 papers
- Zhejiang UniversityCN2 papers
- ARGO: Apprentissage, graphes et optimisation distribuéeFR1 paper
- Dublin City UniversityIE1 paper
- EPIONE: E-Patient : Images, données & mOdèles pour la médeciNe numériquEFR1 paper
- Technological University DublinIE1 paper
- University of OxfordGB1 paper
- Zhejiang University of Science and TechnologyCN1 paper
3 papers · 1 filter
Interpretable Credit Application Predictions With Counterfactual Explanations
Rory Mc Grath, Luca Costabello, Chan Le Van +4
We predict credit applications with off-the-shelf, interchangeable black-box classifiers and we explain single predictions with counterfactual explanations. Counterfactual explanat…
Multi-Level Structured Self-Attentions for Distantly Supervised Relation Extraction
Jinhua Du, Jingguang Han, Andy Way +1
Attention mechanisms are often used in deep neural networks for distantly supervised relation extraction (DS-RE) to distinguish valid from noisy instances. However, traditional 1-D…
Knowledge-based Transfer Learning Explanation
Jiaoyan Chen, Freddy Lecue, Jeff Z. Pan +2
Machine learning explanation can significantly boost machine learning's application in decision making, but the usability of current methods is limited in human-centric explanation…